MCP servers · by job

Code intelligence MCP servers

179 MCP servers that search, analyse and review source code. 49 are SAFE, 43 CAUTION and 87 BLOCK. Ranked by trust score; each card opens the full audit.

Ask an AI about this pageGChatGPTCClaudePPerplexityGeGeminiXGrok
More
Cite

Cite this page

ModelsAtlas. “Code intelligence MCP servers”. Retrieved 29 Oct 2026. https://modelsatlas.com/mcp/topic/code-intelligence/page/2

Verdicts · 179 servers

✓SAFE49!CAUTION43✕BLOCK87

Transports

A server can list more than one transport.

Tool risk

46

servers expose at least one destructive tool: delete, overwrite or run. The median server with a readable tool list exposes 12 tools.

Servers with no destructive tools →

179 code intelligence servers

25–48 of 179 · ranked by trust score, then stars

Axon Pro

talhamsajid/axon-pro

✓SAFE B

Enterprise-grade graph-powered code intelligence engine. Deep structural awareness for Laravel, PHP, Python, and JS. Powers AI agents with high-fidelity architectural context via MCP & Neo4j.

★ 541 writestdio

Code Memory

kapillamba4/code-memory

✓SAFE B

MCP server with local vector search for your codebase. Smart indexing, semantic search, Git history — all offline.

★ 497 readsse

Sipcode

anuj7411/sipcode

✓SAFE B

Keep Claude Code context clean. Open-source toolkit: drift detection, re-read dedup, integrity scoring, AST-aware reads, 15 MCP tools. 62.6% measured savings, reproducible.

★ 461 destructivestdio

Chrome Debug

robertheadley/chrome-debug-mcp

✓SAFE B

An MCP server to allow you to debug webpages using LLMs

★ 453 readstdio

JavaLens

pzalutski-pixel/javalens-mcp

✓SAFE B

MCP server providing semantic Java code analysis for AI agents. Built on Eclipse JDT with tools for navigation, refactoring, search, and metrics.

★ 42Not listed in sourcestdio

VSCode LSP

beixiyo/vsc-lsp-mcp

✓SAFE B

Expose VS Code language intelligence to AI agents via MCP, with automatic routing across multiple windows

★ 422 writestreamable-http

Binder

mpazik/binder

✓SAFE B

Headless knowledge base with bidirectional Markdown sync

★ 4052 read

Multi

religa/multi_mcp

✓SAFE B

Multi-Model chat, code review and analysis MCP Server for Claude Code

★ 36Not listed in sourcestdio

VSC

thomasgazzoni/vsc-mcp

✓SAFE B

This project provides tools that expose Language Server Protocol (LSP) functionality as MCP (Model Context Protocol) tools

★ 332 writestdio

Mentor

cyanheads/mentor-mcp-server

✓SAFE B

A Model Context Protocol server providing LLM Agents a second opinion via AI-powered Deepseek-Reasoning R1 mentorship capabilities, including code review, design critique, writing feedback, and idea brainstorming through the Deepseek API.

★ 325 readstdio

Jadx

qtty/jadx-mcp-server

✓SAFE B

A Pure-Java MCP Server for JaDX Android Reverse Engineering Tool

★ 312 write

CodeTree

thinkyminer/codetree

✓SAFE B

MCP server with 23 tools for structured code understanding via tree-sitter. 10 languages. 999 tests. One-command install.

★ 301 write

Xdebug

kpanuragh/xdebug-mcp

!CAUTION B

MCP server for PHP Xdebug debugging - enables AI-assisted PHP debugging through the Model Context Protocol with Unix socket and TCP support

★ 285 destructivestdio

Aibolit

cqfn/aibolit-mcp-server

✓SAFE B

MCP Server for Aibolit Java Static Analyzer: Helping Your AI Agent Identify Hotspots for Refactoring

★ 271 readstdio

Binary Analysis

ap3x/binaryanalysis-mcp

✓SAFE B

MCP server for analyzing PE, ELF, and Mach-O binaries using LIEF

★ 259 readstdio

dekko

aahlijia/dekko

✓SAFE B

Static code map generator (MAP.md + map.json) powered by tree-sitter — a Claude Code /map plugin and MCP server that gives coding agents call graphs, file outlines, and impacted-test lookups without spending tokens on parsing.

★ 51 readstdio

aoreshkov-oracle-forms

aoreshkov/oracle-forms-mcp

!CAUTION B

MCP server that exposes Oracle Forms modules (.fmb/.mmb/.pll/.olb) — blocks, triggers, PL/SQL, object XML — to AI assistants for legacy modernization and code review.

★ 4Not listed in sourcestdio

test-intel-mcp

barissozudogru/test-intel-mcp

✓SAFE B

Local test coverage intelligence for JavaScript and TypeScript: gaps, complexity, and practical test priorities over MCP or CLI.

★ 34 readstdio

agentRamen

palrajjp/agentRamen

✓SAFE B

Local-first codebase intelligence memory and task context for coding agents, via CLI, MCP, and local HTTP.

★ 110 readstdio

andypgray-resharper-cli

andypgray/resharper-cli-mcp

✓SAFE B

MCP server wrapping JetBrains' ReSharper CLI for headless C# inspection and code cleanup for coding agents. Unofficial, not affiliated with JetBrains.

★ 1Not listed in sourcestdio

scopewalker-mcp

timohaa/scopewalker-mcp

✓SAFE B

Codebase analysis MCP server for AI agents: complexity metrics, size thresholds, prop drilling, and code smell detection built on tree-sitter and tokei.

★ 19 readstdio

code-review-graph

apodal-cherry334/code-review-graph

✓SAFE B

Map code reviews as graphs to optimize token usage and improve analysis accuracy.

★ 05 writestdio

gdbstub-mcp

0xmortuex/gdbstub-mcp

✓SAFE B

MCP server that lets AI agents debug kernels through QEMU's gdbstub - no gdb binary. Breakpoints, registers, DWARF lines, backtraces, and triple-fault diagnosis.

★ 0Not listed in sourcestdio

Mantic.sh

theodags/Mantic.sh

✓SAFE B
★ 01 writestdio

Other jobs

By risk

Questions

How do you decide which servers are code intelligence servers?
By the categories each server's own repository declares, mapped onto this job by a hand-kept table. A server can belong to more than one job, and one whose repository declares no matching category is not listed here.
Which code intelligence MCP servers rank highest on trust?
Graft (nanonets/graft), Graft (trailhq/graft) and Graft (trailhq/Graft), by trust score and then stars. Ranking never uses popularity to change a verdict.
How many code intelligence servers only read?
39 of the 179 declare tools that all only read; 46 expose at least one destructive tool.

Keep going in your AI

Opens with this page as the source. We add nothing else to the prompt.